In the matched CyCIF data, PD-1+ cells, VISTA+ cells and CD163+ cells, which are known to mediate T cell exhaustion35 and promote tumor growth, were enriched in partially escaped cancers (Fig. 4g and Extended Data Fig. 7a,b), indicating a TME with impaired immune elimination ability. The gene discussed is VSIR; the disease is cancer.